Three of fourteen models named Microsoft Entra ID Governance first on the direct prompt; four named Lumos. Microsoft Entra ID Governance was named by fourteen of the fourteen models and Lumos by ten and Microsoft Entra ID Governance carries 46 labels and Lumos 24, so the shares are not directly comparable.
Named in two categories this edition.
Named in five categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the identity governance page.
Across every category in the October 2026 Edition, Microsoft Entra ID Governance and Lumos were named in the same answer thirty-seven times, of the 153 answers naming Microsoft Entra ID Governance and the 84 naming Lumos. In those answers Lumos took the first choice eleven times and Microsoft Entra ID Governance thirteen.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Be more cautious if you need deep governance across many non-Microsoft or legacy systems” GPT-6 Luna · negative prompt · soft negative
“Microsoft-heavy → Entra ID Governance is economical but has gaps” Kimi K2 · negative prompt · soft negative
“Why to be cautious: ... Lack of Deep Governance Features” Gemini 3.5 Flash · negative prompt · soft negative
“The best identity governance platform for a company with a limited budget is Microsoft Entra ID Governance, as it is the only major platform with published per-user pricing.” Llama 4 Maverick · budget prompt · first choice
“Start by getting a quote for Entra ID Governance or Okta Identity Governance. This will usually be your fastest and most cost-effective setup.” Gemini 3.5 Flash · budget prompt · first choice
“If you are a Microsoft 365 and Entra ID shop, Microsoft Entra ID Governance is the fastest route to access reviews and lifecycle automation.” Muse Glimmer 30B · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Caution for Hard-Compliance Environments... Feature gaps for legacy/on-prem systems” Gemini 3.5 Flash · negative prompt · soft negative
“Lumos is best for mid-market companies focused on automating access requests and approvals across SaaS apps” Muse Glimmer 30B · direct prompt · first choice
“Zluri, Lumos, ConductorOne — Built for mid-market; faster deployments ($), lower administrative burden” Qwen 3.7 Flash · scale prompt · first choice
“the best identity governance platform is usually Lumos if you want the fastest path to value” Perplexity Sonar · direct prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.